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Title: Recombination Rate and Selection Strength in HIV Intra-patient Evolution

Journal Article · · PLoS Computational Biology (Online)
 [1];  [2]
  1. Univ. of California, Santa Barbara, CA (United States); DOE/OSTI
  2. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)

The evolutionary dynamics of HIV during the chronic phase of infection is driven by the host immune response and by selective pressures exerted through drug treatment. To understand and model the evolution of HIV quantitatively, the parameters governing genetic diversification and the strength of selection need to be known. While mutation rates can be measured in single replication cycles, the relevant effective recombination rate depends on the probability of coinfection of a cell with more than one virus and can only be inferred from population data. However, most population genetic estimators for recombination rates assume absence of selection and are hence of limited applicability to HIV, since positive and purifying selection are important in HIV evolution. Yet, little is known about the distribution of selection differentials between individual viruses and the impact of single polymorphisms on viral fitness. Here, we estimate the rate of recombination and the distribution of selection coefficients from time series sequence data tracking the evolution of HIV within single patients. By examining temporal changes in the genetic composition of the population, we estimate the effective recombination to be ρ = 1.4±0.6×10–5 recombinations per site and generation. Furthermore, we provide evidence that the selection coefficients of at least 15% of the observed non-synonymous polymorphisms exceed 0.8% per generation. These results provide a basis for a more detailed understanding of the evolution of HIV. A particularly interesting case is evolution in response to drug treatment, where recombination can facilitate the rapid acquisition of multiple resistance mutations. With the methods developed here, more precise and more detailed studies will be possible as soon as data with higher time resolution and greater sample sizes are available.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
National Science Foundation (NSF); USDOE Laboratory Directed Research and Development (LDRD) Program; USDOE Office of Science (SC), Biological and Environmental Research (BER). Biological Systems Science Division
Grant/Contract Number:
AC52-06NA25396
OSTI ID:
1627196
Journal Information:
PLoS Computational Biology (Online), Journal Name: PLoS Computational Biology (Online) Journal Issue: 1 Vol. 6; ISSN 1553-7358
Publisher:
Public Library of ScienceCopyright Statement
Country of Publication:
United States
Language:
English

References (73)

The distribution of fitness effects of new mutations journal August 2007
Rates of evolutionary change in viruses: patterns and determinants journal March 2008
Dynamics of HIV-1 recombination in its natural target cells journal March 2004
Bursts of nonsynonymous substitutions in HIV-1 evolution reveal instances of positive selection at conservative protein sites journal December 2006
High efficiency of HIV-1 genomic RNA packaging and heterozygote formation revealed by single virion analysis journal July 2009
Evolutionary mechanisms and population dynamics of the third variable envelope region of HIV within single hosts journal February 1997
Ancestral Inference from Samples of DNA Sequences with Recombination journal January 1996
The Multicenter aids Cohort Study: Rationale, Organization, and Selected Characteristics of the Participants journal August 1987
Statistical Properties of the Number of Recombination Events in the History of a Sample of dna Sequences journal September 1985
The Genealogy of Samples in Models With Selection journal February 1997
A Coalescent-Based Method for Detecting and Estimating Recombination From Gene Sequences journal March 2002
Attainment of Quasi Linkage Equilibrium when gene Frequencies are Changing by Natural Selection journal November 1965
Rapid Evolution and the Importance of Recombination to the Gastroenteric Pathogen Campylobacter jejuni journal November 2008
MUSCLE: multiple sequence alignment with high accuracy and high throughput journal March 2004
Natural selection on the gag, pol, and env genes of human immunodeficiency virus 1 (HIV-1). journal September 1995
HIV-1 Dynamics in Vivo: Virion Clearance Rate, Infected Cell Life-Span, and Viral Generation Time journal March 1996
Tempo and mode of nucleotide substitutions in gag and env gene fragments in human immunodeficiency virus type 1 populations with a known transmission history. journal January 1997
Consistent Viral Evolutionary Changes Associated with the Progression of Human Immunodeficiency Virus Type 1 Infection journal December 1999
Selection for Human Immunodeficiency Virus Type 1 Recombinants in a Patient with Rapid Progression to AIDS journal November 2002
Human Immunodeficiency Virus Type 1 Recombination: Rate, Fidelity, and Putative Hot Spots journal November 2002
Stochastic Interplay between Mutation and Recombination during the Acquisition of Drug Resistance Mutations in Human Immunodeficiency Virus Type 1 journal November 2005
Extensive Recombination among Human Immunodeficiency Virus Type 1 Quasispecies Makes an Important Contribution to Viral Diversity in Individual Patients journal February 2006
Transition between Stochastic Evolution and Deterministic Evolution in the Presence of Selection: General Theory and Application to Virology journal March 2001
Inefficient Immune Killer Cells Abet HIV Infection journal March 2006
Dynamic Correlation between Intrahost HIV-1 Quasispecies Evolution and Disease Progression journal December 2008
Molecular Mechanisms of Recombination Restriction in the Envelope Gene of the Human Immunodeficiency Virus journal May 2009
Evolution of Human Immunodeficiency Virus Under Selection and Weak Recombination journal May 2005
Evolution of the Human Immunodeficiency Virus Envelope Gene Is Dominated by Purifying Selection journal September 2006
Influence of Random Genetic Drift on Human Immunodeficiency Virus Type 1 env Evolution During Chronic Infection journal March 2004
Is the Population size of a Species Relevant to its Evolution? journal January 2001
Competition between recombination and epistasis can cause a transition from allele to genotype selection text January 2009
The effect of hitch-hiking on neutral genealogies journal October 1998
Multiply infected spleen cells in HIV patients journal July 2002
The distribution of fitness effects of new mutations journal August 2007
Rates of evolutionary change in viruses: patterns and determinants journal March 2008
Dynamics of HIV-1 recombination in its natural target cells journal March 2004
Bursts of nonsynonymous substitutions in HIV-1 evolution reveal instances of positive selection at conservative protein sites journal December 2006
Competition between recombination and epistasis can cause a transition from allele to genotype selection journal April 2009
High efficiency of HIV-1 genomic RNA packaging and heterozygote formation revealed by single virion analysis journal July 2009
Evolutionary mechanisms and population dynamics of the third variable envelope region of HIV within single hosts journal February 1997
Ancestral Inference from Samples of DNA Sequences with Recombination journal January 1996
The Multicenter aids Cohort Study: Rationale, Organization, and Selected Characteristics of the Participants journal August 1987
Statistical Properties of the Number of Recombination Events in the History of a Sample of dna Sequences journal September 1985
The Genealogy of Samples in Models With Selection journal February 1997
Likelihood Models for Detecting Positively Selected Amino Acid Sites and Applications to the HIV-1 Envelope Gene journal March 1998
A Coalescent-Based Method for Detecting and Estimating Recombination From Gene Sequences journal March 2002
Attainment of Quasi Linkage Equilibrium when gene Frequencies are Changing by Natural Selection journal November 1965
Rapid Evolution and the Importance of Recombination to the Gastroenteric Pathogen Campylobacter jejuni journal November 2008
MUSCLE: multiple sequence alignment with high accuracy and high throughput journal March 2004
Why Sex and Recombination? journal January 2009
Matplotlib: A 2D Graphics Environment journal January 2007
Python for Scientific Computing journal January 2007
Is the Population size of a Species Relevant to its Evolution? journal November 2001
HIV-1 Dynamics in Vivo: Virion Clearance Rate, Infected Cell Life-Span, and Viral Generation Time journal March 1996
Contribution of Recombination to the Evolution of Human Immunodeficiency Viruses Expressing Resistance to Antiretroviral Treatment journal May 2007
Tempo and mode of nucleotide substitutions in gag and env gene fragments in human immunodeficiency virus type 1 populations with a known transmission history. journal January 1997
Consistent Viral Evolutionary Changes Associated with the Progression of Human Immunodeficiency Virus Type 1 Infection journal December 1999
High Rate of Recombination throughout the Human Immunodeficiency Virus Type 1 Genome journal February 2000
Selection for Human Immunodeficiency Virus Type 1 Recombinants in a Patient with Rapid Progression to AIDS journal November 2002
Human Immunodeficiency Virus Type 1 Recombination: Rate, Fidelity, and Putative Hot Spots journal November 2002
Positive Selection Detection in 40,000 HumanImmunodeficiency Virus (HIV) Type 1 Sequences Automatically IdentifiesDrug Resistance and Positive Fitness Mutations in HIV Proteaseand ReverseTranscriptase journal April 2004
Stochastic Interplay between Mutation and Recombination during the Acquisition of Drug Resistance Mutations in Human Immunodeficiency Virus Type 1 journal November 2005
Extensive Recombination among Human Immunodeficiency Virus Type 1 Quasispecies Makes an Important Contribution to Viral Diversity in Individual Patients journal February 2006
Transition between Stochastic Evolution and Deterministic Evolution in the Presence of Selection: General Theory and Application to Virology journal March 2001
Inefficient Cytotoxic T Lymphocyte–Mediated Killing of HIV-1–Infected Cells In Vivo journal March 2006
Identifying the Important HIV-1 Recombination Breakpoints journal September 2008
Dynamic Correlation between Intrahost HIV-1 Quasispecies Evolution and Disease Progression journal December 2008
Molecular Mechanisms of Recombination Restriction in the Envelope Gene of the Human Immunodeficiency Virus journal May 2009
Pervasive Genomic Recombination of HIV-1 in Vivo journal August 2004
Selection in ContextSequence data from this article have been deposited with the EMBL/GenBank Data Libraries under accession nos. AF016760, AF016761, AF016762, AF016763, AF016764, AF016765, AF016766, AF016767, AF016768, AF016769, AF016770, AF016771, AF016772, AF016773, AF016774, AF016775, AF016776, AF016777, AF016778, AF016779, AF016780, AF016781, AF016782, AF016783, AF016784, AF016785, AF016786, AF016787, AF016788, AF016789, AF016790, AF016791, AF016792, AF016793, AF016794, AF016795, AF016796, AF016797, AF016798, AF016799, AF016800, AF016801, AF016802, AF016803, AF016804, AF016805, AF016806, AF016807, AF016808, AF016809, AF016810, AF016811, AF016812, AF016813, AF016814, AF016815, AF016816, AF016817, AF016818, AF016819, AF016820, AF016821, AF016822, AF016823, AF016824, AF016825 and AF089109, AF089708. journal August 2004
Evolution of Human Immunodeficiency Virus Under Selection and Weak Recombination journal May 2005
Evolution of the Human Immunodeficiency Virus Envelope Gene Is Dominated by Purifying Selection journal September 2006
Influence of Random Genetic Drift on Human Immunodeficiency Virus Type 1 env Evolution During Chronic Infection journal March 2004

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